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20122026
most citedRobust Wasserstein Profile Inference and Applications to Machine Learning

270 citations · 352 across the 19 of their papers we have counts for

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5 papers · 1 filter

math.PR2016★ 1 cited

Exact and efficient simulation of tail probabilities of heavy-tailed infinite series

Henrik Hult, Sandeep Juneja, Karthyek Murthy

We develop an efficient simulation algorithm for computing the tail probabilities of the infinite series when random variables are heavy-tailed.…

math.PR2016

Quantifying Distributional Model Risk via Optimal Transport

Jose Blanchet, Karthyek R. A. Murthy

This paper deals with the problem of quantifying the impact of model misspecification when computing general expected values of interest. The methodology that we propose is applica…

math.PR2015★ 3 cited

Tail Asymptotics for Delay in a Half-loaded GI/GI/2 Queue with Heavy-tailed Job Sizes

Jose Blanchet, Karthyek Murthy

We obtain asymptotic bounds for the tail distribution of steady-state waiting time in a two server queue where each server processes incoming jobs at a rate equal to the rate of th…

math.PR2014

Exact Simulation of Multidimensional Reflected Brownian Motion

Jose Blanchet, Karthyek R. A. Murthy

We present the first exact simulation method for multidimensional reflected Brownian motion (RBM). Exact simulation in this setting is challenging because of the presence of correl…

math.PR2012

State-independent Importance Sampling for Random Walks with Regularly Varying Increments

Karthyek R. A. Murthy, Sandeep Juneja, Jose Blanchet

We develop importance sampling based efficient simulation techniques for three commonly encountered rare event probabilities associated with random walks having i.i.d. regularly va…